diff --git a/.github/deploy_manylinux.sh b/.github/deploy_manylinux.sh
index 1437635481be..346641b4d59e 100644
--- a/.github/deploy_manylinux.sh
+++ b/.github/deploy_manylinux.sh
@@ -8,7 +8,7 @@ ls -la
 rm py-polars/README.md
 cp README.md py-polars/README.md
 cd py-polars
-rustup override set nightly-2023-03-09
+rustup override set nightly-2023-03-10
 export RUSTFLAGS='-C target-feature=+fxsr,+sse,+sse2,+sse3,+ssse3,+sse4.1,+sse4.2,+popcnt,+avx,+fma'
 
 # first the default release
diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index d74aad042746..b74cb461cd1b 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -51,7 +51,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
 
       - name: Cache Rust
         uses: Swatinem/rust-cache@v2
diff --git a/.github/workflows/build-test-rust.yml b/.github/workflows/build-test-rust.yml
index d3cb6e2a062f..85b1fa5efadb 100644
--- a/.github/workflows/build-test-rust.yml
+++ b/.github/workflows/build-test-rust.yml
@@ -34,7 +34,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
 
       - name: Cache Rust
         uses: Swatinem/rust-cache@v2
@@ -58,7 +58,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
           components: rustfmt, clippy, miri
 
       - name: Cache Rust
@@ -102,7 +102,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
 
       - name: Cache Rust
         uses: Swatinem/rust-cache@v2
diff --git a/.github/workflows/create-python-release.yml b/.github/workflows/create-python-release.yml
index dbfb5799794c..dddeb0950889 100644
--- a/.github/workflows/create-python-release.yml
+++ b/.github/workflows/create-python-release.yml
@@ -29,7 +29,7 @@ jobs:
           MATURIN_PASSWORD: ${{ secrets.PYPI_PASS }}
           RUSTFLAGS: -C target-feature=+fxsr,+sse,+sse2,+sse3,+ssse3,+sse4.1,+sse4.2,+popcnt,+avx,+fma
         with:
-          rust-toolchain: nightly-2023-03-09
+          rust-toolchain: nightly-2023-03-10
           maturin-version: '0.14.10'
           command: publish
           args: -m py-polars/Cargo.toml --skip-existing -o wheels -u ritchie46
@@ -54,7 +54,7 @@ jobs:
           MATURIN_PASSWORD: ${{ secrets.PYPI_PASS }}
           JEMALLOC_SYS_WITH_LG_PAGE: 16
         with:
-          rust-toolchain: nightly-2023-03-09
+          rust-toolchain: nightly-2023-03-10
           target: aarch64-unknown-linux-gnu
           maturin-version: '0.14.10'
           command: publish
@@ -85,7 +85,7 @@ jobs:
           MATURIN_PASSWORD: ${{ secrets.PYPI_PASS }}
           RUSTFLAGS: -C target-feature=+fxsr,+sse,+sse2,+sse3,+ssse3,+sse4.1,+sse4.2,+popcnt,+avx,+fma
         with:
-          rust-toolchain: nightly-2023-03-09
+          rust-toolchain: nightly-2023-03-10
           maturin-version: '0.14.10'
           command: publish
           args: -m py-polars/Cargo.toml --skip-existing -o wheels -u ritchie46
@@ -112,7 +112,7 @@ jobs:
           MATURIN_PASSWORD: ${{ secrets.PYPI_PASS }}
           RUSTFLAGS: -C target-feature=+fxsr,+sse,+sse2,+sse3,+ssse3,+sse4.1,+sse4.2,+popcnt --cfg use_mimalloc
         with:
-          rust-toolchain: nightly-2023-03-09
+          rust-toolchain: nightly-2023-03-10
           maturin-version: '0.14.10'
           command: publish
           args: -m py-polars/Cargo.toml --skip-existing -o wheels -u ritchie46
@@ -141,7 +141,7 @@ jobs:
           MATURIN_PASSWORD: ${{ secrets.PYPI_PASS }}
           RUSTFLAGS: -C target-feature=+fxsr,+sse,+sse2,+sse3,+sse4.1,+sse4.2
         with:
-          rust-toolchain: nightly-2023-03-09
+          rust-toolchain: nightly-2023-03-10
           maturin-version: '0.14.10'
           command: publish
           args: -m py-polars/Cargo.toml --no-sdist --skip-existing -o wheels -i python -u ritchie46
@@ -162,7 +162,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
 
       - name: Set up Rust targets
         run: rustup target add aarch64-apple-darwin
@@ -194,7 +194,7 @@ jobs:
   #     - name: Set up Rust
   #       uses: dtolnay/rust-toolchain@master
   #       with:
-  #         toolchain: nightly-2023-03-09
+  #         toolchain: nightly-2023-03-10
 
   #     - name: Set up Rust targets
   #       run: rustup target add aarch64-apple-darwin
diff --git a/.github/workflows/docs-deploy-rust.yml b/.github/workflows/docs-deploy-rust.yml
index c48bf981f704..4d2da628b4c5 100644
--- a/.github/workflows/docs-deploy-rust.yml
+++ b/.github/workflows/docs-deploy-rust.yml
@@ -20,7 +20,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
           components: rust-docs
 
       - name: Cache Rust
diff --git a/.github/workflows/lint-python.yml b/.github/workflows/lint-python.yml
index cb0599705d0e..0f22fcdea91d 100644
--- a/.github/workflows/lint-python.yml
+++ b/.github/workflows/lint-python.yml
@@ -51,7 +51,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
           components: rustfmt, clippy
 
       - name: Cache Rust
diff --git a/.github/workflows/test-python.yml b/.github/workflows/test-python.yml
index 343a7ba334ed..f4b00c3ac80e 100644
--- a/.github/workflows/test-python.yml
+++ b/.github/workflows/test-python.yml
@@ -46,7 +46,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
 
       - name: Cache Rust
         uses: Swatinem/rust-cache@v2
@@ -109,7 +109,7 @@ jobs:
       - name: Set up Rust
         uses: dtolnay/rust-toolchain@master
         with:
-          toolchain: nightly-2023-03-09
+          toolchain: nightly-2023-03-10
 
       - name: Cache Rust
         uses: Swatinem/rust-cache@v2
diff --git a/py-polars/polars/internals/dataframe/frame.py b/py-polars/polars/internals/dataframe/frame.py
index 1e86f042062b..f06d09445734 100644
--- a/py-polars/polars/internals/dataframe/frame.py
+++ b/py-polars/polars/internals/dataframe/frame.py
@@ -8030,11 +8030,10 @@ def corr(self, **kwargs: Any) -> Self:
         └──────┴──────┴──────┘
 
         """
+        corr = np.corrcoef(self, **kwargs)
+        names = self.columns
         return self._from_pydf(
-            DataFrame(
-                np.corrcoef(self, **kwargs),
-                schema=self.columns,
-            )._df
+            DataFrame([pli.Series(names[i], corr[i, :]) for i in range(len(names))])._df
         )
 
     def merge_sorted(self, other: DataFrame, key: str) -> Self:
diff --git a/py-polars/tests/unit/operations/test_statistics.py b/py-polars/tests/unit/operations/test_statistics.py
new file mode 100644
index 000000000000..e2dc8a5903ba
--- /dev/null
+++ b/py-polars/tests/unit/operations/test_statistics.py
@@ -0,0 +1,14 @@
+import polars as pl
+
+
+def test_corr() -> None:
+    df = pl.DataFrame(
+        {
+            "a": [1, 2, 4],
+            "b": [-1, 23, 8],
+        }
+    )
+    assert df.corr().to_dict(False) == {
+        "a": [1.0, 0.18898223650461357],
+        "b": [0.1889822365046136, 1.0],
+    }
diff --git a/rust-toolchain.toml b/rust-toolchain.toml
index 6cf1d60aab8b..3b8e077bde55 100644
--- a/rust-toolchain.toml
+++ b/rust-toolchain.toml
@@ -1,2 +1,2 @@
 [toolchain]
-channel = "nightly-2023-03-09"
+channel = "nightly-2023-03-10"